{"id":"https://openalex.org/W2990745374","doi":"https://doi.org/10.1109/access.2019.2956284","title":"Framework for Personalized Content Recommendations to Support Informal Learning in Massively Diverse Information Wikis","display_name":"Framework for Personalized Content Recommendations to Support Informal Learning in Massively Diverse Information Wikis","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2990745374","doi":"https://doi.org/10.1109/access.2019.2956284","mag":"2990745374"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2956284","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2956284","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08915696.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08915696.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059210597","display_name":"Heba Ismail","orcid":"https://orcid.org/0000-0002-7891-9872"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Heba M. Ismail","raw_affiliation_strings":["Department of Computer Science and Software Engineering, UAE University, Al Ain, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0002-7891-9872","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, UAE University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088248176","display_name":"Boumediene Belkhouche","orcid":"https://orcid.org/0000-0002-8365-1479"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Boumediene Belkhouche","raw_affiliation_strings":["Department of Computer Science and Software Engineering, UAE University, Al Ain, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0002-8365-1479","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, UAE University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035128702","display_name":"Saad Harous","orcid":"https://orcid.org/0000-0001-6524-7352"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Saad Harous","raw_affiliation_strings":["Department of Computer Science and Software Engineering, UAE University, Al Ain, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0001-6524-7352","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, UAE University, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I201726411"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.5545,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.90908373,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"7","issue":null,"first_page":"172752","last_page":"172773"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12478","display_name":"Wikis in Education and Collaboration","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12478","display_name":"Wikis in Education and Collaboration","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9872999787330627,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12171","display_name":"Open Education and E-Learning","score":0.9710000157356262,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8205796480178833},{"id":"https://openalex.org/keywords/informal-learning","display_name":"Informal learning","score":0.6748961806297302},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.5236682295799255},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4717477262020111},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4571854770183563},{"id":"https://openalex.org/keywords/personalized-search","display_name":"Personalized search","score":0.45269590616226196},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.345290869474411},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.33837875723838806},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3320470452308655},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.08671799302101135},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.08307859301567078}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8205796480178833},{"id":"https://openalex.org/C2780198215","wikidata":"https://www.wikidata.org/wiki/Q361428","display_name":"Informal learning","level":2,"score":0.6748961806297302},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.5236682295799255},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4717477262020111},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4571854770183563},{"id":"https://openalex.org/C2776945383","wikidata":"https://www.wikidata.org/wiki/Q7170667","display_name":"Personalized search","level":3,"score":0.45269590616226196},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.345290869474411},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.33837875723838806},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3320470452308655},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.08671799302101135},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.08307859301567078},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2956284","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2956284","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08915696.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:028718e45fcb475fbc19990119f6681e","is_oa":true,"landing_page_url":"https://doaj.org/article/028718e45fcb475fbc19990119f6681e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 172752-172773 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2956284","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2956284","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08915696.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8100000023841858,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2990745374.pdf","grobid_xml":"https://content.openalex.org/works/W2990745374.grobid-xml"},"referenced_works_count":104,"referenced_works":["https://openalex.org/W9328536","https://openalex.org/W19783230","https://openalex.org/W43590511","https://openalex.org/W129869396","https://openalex.org/W153250912","https://openalex.org/W188608978","https://openalex.org/W191963075","https://openalex.org/W201942294","https://openalex.org/W281665770","https://openalex.org/W1502428651","https://openalex.org/W1511198016","https://openalex.org/W1575736368","https://openalex.org/W1587718046","https://openalex.org/W1607496557","https://openalex.org/W1718253564","https://openalex.org/W1777119744","https://openalex.org/W1805150243","https://openalex.org/W1823967723","https://openalex.org/W1940303284","https://openalex.org/W1965284750","https://openalex.org/W1971603808","https://openalex.org/W1979560453","https://openalex.org/W1981851766","https://openalex.org/W1985658893","https://openalex.org/W1992251940","https://openalex.org/W1994510396","https://openalex.org/W1997948332","https://openalex.org/W2003544844","https://openalex.org/W2009932627","https://openalex.org/W2019416304","https://openalex.org/W2025729706","https://openalex.org/W2036131512","https://openalex.org/W2045453095","https://openalex.org/W2051296598","https://openalex.org/W2067018993","https://openalex.org/W2072208512","https://openalex.org/W2080294493","https://openalex.org/W2080692779","https://openalex.org/W2089719286","https://openalex.org/W2091340087","https://openalex.org/W2094531535","https://openalex.org/W2097474937","https://openalex.org/W2097519322","https://openalex.org/W2098162425","https://openalex.org/W2098263315","https://openalex.org/W2101230014","https://openalex.org/W2112285779","https://openalex.org/W2115794341","https://openalex.org/W2116206254","https://openalex.org/W2118981008","https://openalex.org/W2119248330","https://openalex.org/W2122390506","https://openalex.org/W2124453713","https://openalex.org/W2127480961","https://openalex.org/W2127768546","https://openalex.org/W2134148577","https://openalex.org/W2142574815","https://openalex.org/W2145360759","https://openalex.org/W2145801028","https://openalex.org/W2151915957","https://openalex.org/W2153142155","https://openalex.org/W2154976144","https://openalex.org/W2158450083","https://openalex.org/W2159368959","https://openalex.org/W2161676175","https://openalex.org/W2162077280","https://openalex.org/W2162111811","https://openalex.org/W2170782527","https://openalex.org/W2171593626","https://openalex.org/W2171804848","https://openalex.org/W2199058847","https://openalex.org/W2330101754","https://openalex.org/W2338981077","https://openalex.org/W2409314512","https://openalex.org/W2419427031","https://openalex.org/W2493752399","https://openalex.org/W2583784126","https://openalex.org/W2591864305","https://openalex.org/W2592799139","https://openalex.org/W2594625992","https://openalex.org/W2655371914","https://openalex.org/W2918080118","https://openalex.org/W2947930502","https://openalex.org/W4211007335","https://openalex.org/W4232932184","https://openalex.org/W4234292174","https://openalex.org/W4245605774","https://openalex.org/W4248672808","https://openalex.org/W6601732331","https://openalex.org/W6605302825","https://openalex.org/W6606174720","https://openalex.org/W6608238481","https://openalex.org/W6635055337","https://openalex.org/W6636072487","https://openalex.org/W6640706823","https://openalex.org/W6655410414","https://openalex.org/W6673584592","https://openalex.org/W6674904712","https://openalex.org/W6675382196","https://openalex.org/W6677279729","https://openalex.org/W6678366357","https://openalex.org/W6681878540","https://openalex.org/W6683911988","https://openalex.org/W6685117335"],"related_works":["https://openalex.org/W3096801289","https://openalex.org/W78560407","https://openalex.org/W2383694","https://openalex.org/W2049979679","https://openalex.org/W2110554190","https://openalex.org/W118769025","https://openalex.org/W2153073817","https://openalex.org/W618940730","https://openalex.org/W4372406133","https://openalex.org/W4385793885"],"abstract_inverted_index":{"Even":[0],"though,":[1],"most":[2],"of":[3,78,97,139,168,185,192,221,227,245],"the":[4,75,95,137,183,186,190,212,254],"early":[5],"efforts":[6],"in":[7,125,208],"personalized":[8,21,102,120,140,230],"learning":[9,58,113,145,223,266],"focused":[10],"on":[11,48,59,84,114,143,194,236,267],"formal":[12],"learning,":[13,38],"there":[14],"is":[15,63],"a":[16,237],"growing":[17],"undeniable":[18],"demand":[19],"for":[20,23,36,250],"support":[22,56,111,231,264],"informal":[24,37,57,112,144,195,222,265],"learning.":[25,196],"Wikis":[26],"among":[27],"other":[28],"information-oriented":[29],"platforms":[30],"are":[31],"experiencing":[32],"an":[33,118,128,150,242],"increasing":[34],"attention":[35],"especially":[39],"Wikipedia.":[40],"Link-based":[41],"navigation":[42],"and":[43,68,81,179,188,269],"keyword-based":[44],"search":[45],"methods":[46],"used":[47,134,253],"wiki":[49],"environments":[50,86],"suffer":[51],"from":[52,146],"many":[53],"limitations.":[54],"To":[55,94],"these":[60,85],"environments,":[61],"it":[62],"important":[64],"to":[65,71,110,127,135,181,206],"provide":[66],"easy":[67],"fast":[69],"access":[70],"relevant":[72,203],"content.":[73],"However,":[74],"massive":[76],"diversity":[77],"unstructured":[79],"content":[80,103,121,141],"user":[82,174],"base":[83],"pose":[87],"major":[88],"challenges":[89],"when":[90],"designing":[91],"recommendation":[92,104,122,153],"models.":[93],"best":[96],"our":[98],"knowledge,":[99],"no":[100],"effective":[101,119],"approach":[105],"has":[106],"yet":[107],"been":[108],"defined":[109],"wikis.":[115,147],"We":[116,172],"propose":[117],"framework":[123,130,187],"(PCRF)":[124],"addition":[126],"evaluation":[129,220],"that":[131,199,225,260],"can":[132,262],"be":[133],"evaluate":[136,182],"impact":[138,191],"recommendations":[142,193,204],"PCRF":[148,200,261],"implements":[149],"efficient":[151],"structural":[152,166],"model":[154,214],"by":[155],"integrating":[156],"fuzzy":[157],"thesauri":[158],"with":[159,176,215,229,241,248],"adaptive":[160,205],"users'":[161,209],"interest":[162],"models":[163],"generated":[164],"using":[165,211],"analysis":[167],"topical":[169],"navigational":[170],"graphs.":[171],"design":[173],"studies":[175],"multiple":[177],"strategies":[178],"treatments":[180],"effectiveness":[184],"assess":[189],"Experiments":[197],"show":[198],"generates":[201],"highly":[202],"changes":[207],"interests":[210],"HARD":[213],"MAP@k":[216],"scores":[217,235],"86.4-100%.":[218],"An":[219],"revealed":[224],"users":[226,251],"Wikipedia":[228],"could":[232],"achieve":[233],"higher":[234],"conceptual":[238],"knowledge":[239],"assessment":[240],"average":[243],"score":[244],"14.9":[246],"compared":[247],"10.0":[249],"who":[252],"encyclopedia":[255],"without":[256],"recommendations.":[257],"Results":[258],"confirm":[259],"effectively":[263],"wikis":[268],"similar":[270],"environments.":[271]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
